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   "cell_type": "markdown",
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   "source": [
    "# Part 3 System Level Integration Using PYNQ Flow\n",
    "\n",
    "Instead of using the AXI4 interface, we used the AXI4-Stream style for the interface design of the Sobel accelerator. Compared to AXI4, AXI4-Stream is more suitable for high-speed data stream transmission in video, communication and signal processing scenarios. It removes the limitation of address entries and transmission length in AXI protocol, allowing unlimited data burst transmission.\n",
    "\n",
    "<img src=\"./image/AXI-stream_trans_type.png\" alt=\"AXI-stream_trans_type.png\" style=\"zoom:60%;\" />\n",
    "\n",
    "Afterwards we will introduce two axes of the PYNQ development process, direct calls and Driver creation. In the former we will show a direct call like DSP_FIR filter, and in the latter we will build a user-friendly API by creating a Driver.\n",
    "\n",
    "## 1. Data Transfer\n",
    "\n",
    "### 1.1 Data Type Chosen On AXI-Stream Interface \n",
    "\n",
    " In the `sobel` function, we specify the interface as AXI4-Stream format by `hls::stream<trans_pkt>& src` and `hls::stream<trans_pkt>& dst`, and PIXEL corresponds to the format of each pixel. The final two streams `src` and `dst` obtained correspond to the input image and the output image respectively, which makes the `sobel` function have a streaming input-output interface.。\n",
    "\n",
    "Inside the `sobel` function, we extract pixels from the input stream `src` for computation, and fill the result just after computation back into the output stream `dst`. This is another important reason for using a line buffer in our design, which makes the access to the pixel data continuous and makes it appropriate to read and write the data with AXI-Stream.\n",
    "\n",
    "The implementation is also relatively simple for reading and writing stream data. We can look at the steps in order of their sequence within the loop. First, we have extracted a pixel to be processed from the input stream by `data_p = src.read() ` and filled it into the line buffer for subsequent operations. After that, we have gotten the result of one pixel by `_sobel = sobel3x3_kernel(WindowBuffer)` calculation. At this point we don't have to wait for the whole image to be computed, we can immediately write this pixel to the output stream `dst` via `dst.write(data_p)`. \n",
    "\n",
    "### 1.2 AXI-DMA Control Over AXI-Stream Interface\n",
    "\n",
    "With the use of the AXI-Stream interface, we will also have some changes in the integration of the system. In FIR aaccelerated IP, we connect the IP directly to the HP port of the PS, making it possible to get data from the IP to the PS side through the AXI4 bus, a very intuitive connection that we have already touched (figure below).\n",
    "\n",
    "<img src=\"./image/AXIIP_PS.png\" alt=\"AXIIP_PS.png\" style=\"zoom:40%;\" />\n",
    "\n",
    "In this case, the data in memory is not directly transferred to the IP through the AXI bus. Because the data is in the style of Memory Map, the concept of target address in the storage space is involved in the transfer. The AXI-Stream is centered on the data stream, which does not exist and does not require the concept of address, making it impossible to connect the IP of the AXI-Stream interface directly to the AXI bus.\n",
    "\n",
    "At this point, we need the help of the Direct Memory Access module (DMA), whose function is to help us convert the data in memory into stream format and then transfer the data in stream format to the IP's AXI-Stream interface, whose basic structure in the system can be represented by the following diagram.\n",
    "\n",
    "<img src=\"./image/DMA.png\" alt=\"DMA.png\" style=\"zoom:40%;\" />\n",
    "\n",
    "There are three interfaces on DMA: AXI-Full, AXI-Stream and AXI-Lite. AXI-Full is used to read and write data from memory, AXI-Stream is used to read and write data to IP, and AXI-Lite is used for PS control of DMA. Therefore, all three interfaces are used in the DMA usage. Let's take the data handling of this Sobel case as an example to analyze the basic flow in DMA data handling.\n",
    "\n",
    "1. The PS configures and controls the DMA through the AXI-Lite interface to determine the starting address and length of the image data to be transferred in memory\n",
    "2. After receiving the control command from the PS, the DMA will read a batch of pixel data from the memory through the AXI-Full interface\n",
    "3. The DMA converts the pixel data from memory mapping style to stream style and sends it to the Sobel IP receiving channel src\n",
    "4. Sobel IP starts the calculation and sends the result to DMA via AXI-Stream's send channel dst when it is available for output\n",
    "5. After the DMA receives the calculation result, it converts the data from stream style to memory mapped style and writes it to memory at the location specified by the configuration in step 1\n",
    "\n",
    "As we can see, the main function of DMA is data handling, which converts data in memory to stream format and sends it to the IP. In fact, many high-performance IPs require input and output in stream format, so DMA will also appear very frequently in high-performance designs."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Three Different Sobel Implementation to Extract Image Edges\n",
    "\n",
    "### 2.1 Using Sobel in OpenCV-Python\n",
    "\n",
    "#### 2.1.1 Load the Original Grayscale Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0xffff4f766320>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2 as cv\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import time\n",
    "import copy\n",
    "gray = cv.imread(\"./image/128x128.png\", cv.IMREAD_GRAYSCALE)\n",
    "plt.imshow(gray, cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.1.2 Using `cv.Sobel()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time cost with software：0.0049457550048828125s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0xffff8a848400>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Apply Sobel filter to get the gradients in X and Y direction\n",
    "# The Sobel operator calculates the gradient of the image intensity at each pixel\n",
    "\n",
    "start_time_python = time.time()\n",
    "\n",
    "Gx = cv.Sobel(gray, cv.CV_16U, 1, 0, ksize=3)  # Gradient in X direction\n",
    "Gy = cv.Sobel(gray, cv.CV_16U, 0, 1, ksize=3)  # Gradient in Y direction\n",
    "\n",
    "# Compute the gradient magnitude\n",
    "G = np.sqrt(Gx**2 + Gy**2)\n",
    "# Convert to 8-bit image for display\n",
    "G_python = G.astype(np.uint8)\n",
    "\n",
    "end_time_python = time.time()\n",
    "\n",
    "time_python = end_time_python - start_time_python\n",
    "\n",
    "print(\"Time cost with software：{}s\".format(time_python))\n",
    "\n",
    "plt.title(\"Sobel in OpenCV-Python\")\n",
    "plt.imshow(G_python, cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Using Hand-Coded Sobel Hardware Accelerated Kernel\n",
    "\n",
    "#### 2.2.1 Loading Overlay\n",
    "\n",
    "We deploy the hardware design to the board, allocate the memory according to the image size, and copy the image to the corresponding location.\n",
    "\n",
    "The `Overlay` module encapsulates the interface for the ARM CPU to interact with the PL part of the FPGA.\n",
    "\n",
    "- We can load the hardware design we just generated onto the PL with the simple `Overlay()` method\n",
    "- With the `overlay.sobel_accel_0` statement, we can interact with the IP in the form of an accessed Python object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": "\ntry {\nrequire(['notebook/js/codecell'], function(codecell) {\n  codecell.CodeCell.options_default.highlight_modes[\n      'magic_text/x-csrc'] = {'reg':[/^%%microblaze/]};\n  Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n      Jupyter.notebook.get_cells().map(function(cell){\n          if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n  });\n});\n} catch (e) {};\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": "\ntry {\nrequire(['notebook/js/codecell'], function(codecell) {\n  codecell.CodeCell.options_default.highlight_modes[\n      'magic_text/x-csrc'] = {'reg':[/^%%pybind11/]};\n  Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n      Jupyter.notebook.get_cells().map(function(cell){\n          if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n  });\n});\n} catch (e) {};\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pynq import Overlay, allocate\n",
    "\n",
    "overlay = Overlay(\"../prj/hand_coded/overlay/sobel_opt.bit\")\n",
    "sobel = overlay.sobel_0\n",
    "\n",
    "# allocate memory\n",
    "rows, cols= gray.shape\n",
    "input_buffer = allocate(shape=(rows*cols,), dtype='u1')\n",
    "output_buffer = allocate(shape=(rows*cols,), dtype='u1')\n",
    "\n",
    "# input\n",
    "gray_new = np.uint8(gray)\n",
    "np.copyto(input_buffer, gray_new.flatten())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2.2 Writing parameters\n",
    "\n",
    "When writing values on the IP, we can write directly at the corresponding location according to the IP Driver Source Code given by HLS.\n",
    "```python\n",
    "sobel.write(0x10, rows)\n",
    "sobel.write(0x18, cols)\n",
    "```\n",
    "However, thanks to the `Sobel.hwh` file provided, the `sobel` object already contains the Register Map and exposes it, so we can directly print to see the information of each register, and we can use `.address` to get the relevant address, like using `sobel.register_map.rows.address` to get `0x10`.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RegisterMap {\n",
       "  CTRL = Register(AP_START=0, AP_DONE=0, AP_IDLE=1, AP_READY=0, RESERVED_1=0, AUTO_RESTART=0, RESERVED_2=0, INTERRUPT=0, RESERVED_3=0),\n",
       "  GIER = Register(Enable=0, RESERVED=0),\n",
       "  IP_IER = Register(CHAN0_INT_EN=0, CHAN1_INT_EN=0, RESERVED_0=0),\n",
       "  IP_ISR = Register(CHAN0_INT_ST=0, CHAN1_INT_ST=0, RESERVED_0=0),\n",
       "  rows = Register(rows=write-only),\n",
       "  cols = Register(cols=write-only)\n",
       "}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sobel.register_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "We can also interact with it directly in the Register Map, without having to manually enter the corresponding address."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "sobel.register_map.rows = rows\n",
    "sobel.register_map.cols = cols"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2.3 Starting IP\n",
    "\n",
    "We extract the DMA object from the IP.\n",
    "\n",
    "Sobel IP uses the AXI Stream interface format.\n",
    "\n",
    "- We need to call the DMA to read the input buffer and send the data to the AXI Stream Master\n",
    "\n",
    "- After that, the DMA should write the result back to the output buffer from the AXI Stream Slave\n",
    "\n",
    "- The `wait` statement ensures that the DMA processing operation is completed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "dma = overlay.axi_dma_0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time cost with handcoded IP：0.0016617774963378906s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0xffff46c59a80>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import time\n",
    "\n",
    "sobel.register_map.CTRL.AP_START = 1\n",
    "\n",
    "start_time = time.time()\n",
    "\n",
    "dma.sendchannel.transfer(input_buffer)\n",
    "dma.recvchannel.transfer(output_buffer)\n",
    "dma.sendchannel.wait() # wait for send channel\n",
    "dma.recvchannel.wait() # wait for recv channel\n",
    "\n",
    "end_time = time.time()\n",
    "\n",
    "time_handcoded = end_time - start_time\n",
    "print(\"Time cost with handcoded IP：{}s\".format(time_handcoded))\n",
    "# G_handcoded = copy.deepcopy(output_buffer.reshape(rows, cols))\n",
    "G_handcoded = output_buffer.reshape(rows, cols)\n",
    "plt.imshow(G_handcoded,cmap='gray')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2.4 Create a Driver for the IP\n",
    "\n",
    "Our next step involves creating a user-friendly API to facilitate the creation of a driver for a specific IP.\n",
    "\n",
    "- Expose a single `sobel3x3` function to call the accelerator\n",
    "\n",
    "- Inherit pynq's `DeafaultIP`\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pynq import DefaultIP\n",
    "\n",
    "class SobelDriver(DefaultIP):\n",
    "    def __init__(self, description):\n",
    "        super().__init__(description=description)\n",
    "\n",
    "    bindto = ['xilinx.com:hls:sobel:1.0']\n",
    "\n",
    "    def sobel3x3(self, imgi, imgo, rows, cols):      \n",
    "        \n",
    "        self.write(0x10, rows)\n",
    "        self.write(0x18, cols)\n",
    "        self.register_map.CTRL.AP_START = 1\n",
    "        \n",
    "        dma.sendchannel.transfer(imgi)\n",
    "        dma.recvchannel.transfer(imgo)\n",
    "        dma.sendchannel.wait() # wait for send channel\n",
    "        dma.recvchannel.wait() # wait for recv channel\n",
    "        \n",
    "        res = imgo.reshape(rows, cols)\n",
    "        return res\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2.5 Reload the overlay to apply the changes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0xffff468e7520>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "overlay = Overlay(\"../prj/hand_coded/overlay/sobel_opt.bit\")\n",
    "dma = overlay.axi_dma_0\n",
    "sobel = overlay.sobel_0\n",
    "\n",
    "res = sobel.sobel3x3(input_buffer, output_buffer, rows, cols)\n",
    "\n",
    "plt.imshow(res,cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Using Sobel in Vitis Vision Library\n",
    "\n",
    "####  2.3.1 Loading Overlay\n",
    "\n",
    "The Overlay module encapsulates the interface for the ARM CPU to interact with the PL part of the FPGA.\n",
    "\n",
    "- We can load the hardware design we just generated onto the PL with the simple `Overlay()` method\n",
    "- With the `overlay.sobel_accel_0` statement, we can interact with the IP in the form of an accessed Python object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pynq import Overlay\n",
    "overlay = Overlay(\"../prj/vision_lib/overlay/sobel_xf_kv260.bit\")\n",
    "sobel = overlay.sobel_accel_0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RegisterMap {\n",
       "  CTRL = Register(AP_START=0, AP_DONE=0, AP_IDLE=1, AP_READY=0, RESERVED_1=0, AUTO_RESTART=0, RESERVED_2=0, INTERRUPT=0, RESERVED_3=0),\n",
       "  GIER = Register(Enable=0, RESERVED=0),\n",
       "  IP_IER = Register(CHAN0_INT_EN=0, CHAN1_INT_EN=0, RESERVED_0=0),\n",
       "  IP_ISR = Register(CHAN0_INT_ST=0, CHAN1_INT_ST=0, RESERVED_0=0),\n",
       "  img_inp_1 = Register(img_inp=write-only),\n",
       "  img_inp_2 = Register(img_inp=write-only),\n",
       "  img_out1_1 = Register(img_out1=write-only),\n",
       "  img_out1_2 = Register(img_out1=write-only),\n",
       "  img_out2_1 = Register(img_out2=write-only),\n",
       "  img_out2_2 = Register(img_out2=write-only),\n",
       "  rows = Register(rows=write-only),\n",
       "  cols = Register(cols=write-only)\n",
       "}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sobel.register_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.3.2 Allocating memory for IP use\n",
    "\n",
    "The `pynq.allocate` function is used to allocate memory space that can be used by the IP in PL.\n",
    "- Before the IP in PL can access DRAM, some memory must be reserved for it to be used by the IP. Allocation size and address\n",
    "- We allocate memory for the input, output and weight sections separately, with data type uint8\n",
    "- `pynq.allocate` will allocate physically contiguous memory and return a `pynq.Buffer` indicating that a buffer has been allocated"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pynq import allocate\n",
    "import numpy as np\n",
    "\n",
    "rows, cols = gray.shape\n",
    "pixel_size = rows*cols\n",
    "input_buffer = allocate(shape=(pixel_size,), dtype='u1')\n",
    "output_buffer_1 = allocate(shape=(pixel_size,), dtype='u1')\n",
    "output_buffer_2 = allocate(shape=(pixel_size,), dtype='u1')\n",
    "\n",
    "\n",
    "\n",
    "img_reshape = gray.reshape(pixel_size,)\n",
    "np.copyto(input_buffer, img_reshape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.3.3 Configuring IP\n",
    "Since the `.hwh` file has been provided, the `sobel_accel` object already includes the Register Map and exposes it. We can directly print and inspect information about each register."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "sobel.register_map.rows = rows\n",
    "sobel.register_map.cols = cols\n",
    "sobel.write(sobel.register_map.img_inp_1.address, input_buffer.physical_address)\n",
    "sobel.write(sobel.register_map.img_out1_1.address, output_buffer_1.physical_address)\n",
    "sobel.write(sobel.register_map.img_out2_1.address, output_buffer_2.physical_address)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.3.4 Starting IP\n",
    "\n",
    "The control signal is located at address 0x00, which we can write and read to control whether the IP start and listen is completed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time cost with vison library IP：0.000461578369140625s\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "\n",
    "sobel.write(0x00, 0x01)\n",
    "start_time = time.time()\n",
    "while True:\n",
    "    reg = sobel.read(0x00)\n",
    "    if reg != 1:\n",
    "        break\n",
    "end_time = time.time()\n",
    "time_visionLib = end_time - start_time\n",
    "\n",
    "print(\"Time cost with vison library IP：{}s\".format(end_time - start_time))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The results have been written to the `output_buffer`, which we can view."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0xffff460373d0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "G_visionLib = output_buffer_1.reshape(rows, cols) + output_buffer_2.reshape(rows, cols)\n",
    "plt.subplot(131)\n",
    "plt.title(\"Gx\")\n",
    "plt.imshow(G_python, cmap=\"gray\")\n",
    "plt.subplot(132)\n",
    "plt.title(\"Gy\")\n",
    "plt.imshow(G_handcoded, cmap=\"gray\")\n",
    "plt.subplot(133)\n",
    "plt.title(\"G visionLib\")\n",
    "plt.imshow(G_visionLib, cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Performance Comparison Between Python-OpenCV, Hand-Coded HLS Kernel and Vitis Vision Library Sobel\n",
    "\n",
    "We can simply load the hand-Coded and vision library version of Sobel to compare the performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cHDjMzCwXBw4zM8vFgcPMzHJx4DAzs1wcOMzMLBcHDjMzy8WBw8zMcnHgMDOzXBw4zMwsFwcOMzPLxYHDzMxyceAwM7NcHDjMzCwXBw4zM8vFgcPMzHJx4DAzs1wcOMzMLBcHDjMzy6WigUPSKElLJDVLuqREfj9Js1L+w5JqCvIuTelLJB2X0naT9IikRZIWS/pGJetvZmZbq1jgkFQFXAccD9QB4yXVFRU7B3gpIoYB1wBXpmXrgHHAocAo4HtpfW8BR0XEB4F6YJSkIyq1D2ZmtrVKtjgOB5oj4tmIeBuYCYwpKjMGuDlN3wUcLUkpfWZEvBURy4Fm4PDIvJ7K75L+ooL7YGZmRSoZOAYCqwvmn0tpJctExEbgFWC/9paVVCVpIbAOeCAiHi61cUnnSWqS1LR+/frt3xszMwOgbzmFJDUAfwMMAN4AniT70n6pgnUrKSJagHpJewP3SPqriHiyRLnrgesBGhoa3CoxM+sk7bY4JE2QtAC4FHgPsITsl/6RwM8l3SxpcBuLrwGqC+YHpbSSZST1BfYCNpSzbES8DPySrA/EzMx2kI5aHLsDH4uIN0plSqoHhgOrSmQ/CgyXNITsS38c8LmiMnOAM4GHgJOBeRERkuYAt0u6mqyVMxx4RFJ/4J2IeFnSe4BPkTrUzcxsx2g3cETEdR3kL2wnb6OkC4C5QBVwU0QslnQZ0BQRc4AbgVslNQMvkgUXUrk7gKeAjUBjRLRIej9wc7rCqg9wR0T8pMx9NTOzTlBuH8e3gG+S9W/8DDgM+FJE3NbechFxL3BvUdqkguk3gVPaWPZy4PKitMeBEeXU2czMKqPcq6qOjYhXgROBFcAw4OJKVcrMzLqvcgNHa8vkBODOiHilQvUxM7NurqxTVcBPJP0v2amqf0id1G9WrlpmZtZdldXiiIhLgL8GGiLiHeDPbH0XuJmZ9QId3cdxZOt0RLyYbr4jIv4UEf8naU9Jf1XpSpqZWffR0amqz6Qrqn4GzAfWA7uRdY5/EjgI+KeK1tDMzLqVju7j+JKkfYHPkF02+36yfo6ngR9ExG8rX0UzM+tOOuwcj4gXgRvSn5mZ9XJldY5Lep+kGyXdl+brJJ1T2aqZmVl3VO59HNPIhg4ZkOaXAhdWoD5mZtbNlRs49o+IO4BNsPnZGS0Vq5WZmXVb5QaOP0naj/S0vfS4Vt89bmbWC5V75/iXyYZAHyrpd0B/smHQzcyslykrcETEAkkfBw4BBCxJd5CbmVkvU+6w6lXAaKAmLXOsJCLi6grWzczMuqFyT1X9mGxQwydIHeRmZtY7lRs4BkXEYRWtiZmZ9QjlXlV1n6RjK1oTMzPrEcptcfwBuEdSH+Adsg7yiIg9K1YzMzPrlsoNHFcDI4EnIiIqWB8zM+vmyj1VtRp40kHDzMzKbXE8CzyYBjl8qzXRl+OamfU+5QaO5elv1/RnZma9VLl3jn+j0hUxM7Oeod3AIem7EXGBpB+TBjgsFBGfrljNzMysW+qoxXEGcAFw1Q6oi5mZ9QAdBY5nACLiVzugLmZm1gN0FDj6S/pyW5m+qsrMrPfpKHBUAXuQ3SluZmbWYeB4PiIu2yE1MTOzHqGjO8fd0jAzsy10FDiO3iG1MDOzHqPdwBERL+6oipiZWc9Q7iCH20TSKElLJDVLuqREfj9Js1L+w5JqCvIuTelLJB2X0qol/VLSU5IWS/piJetvZmZbq1jgSM8pvw44HqgDxkuqKyp2DvBSRAwDrgGuTMvWAeOAQ4FRwPfS+jYC/xQRdcARQGOJdZqZWQVVssVxONAcEc9GxNvATGBMUZkxwM1p+i7gaElK6TMj4q2IWA40A4dHxPMRsQAgIl4DngYGVnAfzMysSCUDx0Cy53i0eo6tv+Q3l4mIjcArwH7lLJtOa40AHi61cUnnSWqS1LR+/fpt3wszM9tCRfs4KkXSHsDdwIUR8WqpMhFxfUQ0RERD//79d2wFzcx2YpUMHGuA6oL5QSmtZBlJfYG9gA3tLStpF7KgMT0ifliRmpuZWZsqGTgeBYZLGiJpV7LO7jlFZeYAZ6bpk4F56fG0c4Bx6aqrIcBw4JHU/3Ej8LTHyTIz6xrlPgEwt4jYKOkCYC7ZmFc3RcRiSZcBTRExhywI3CqpGXiRLLiQyt0BPEV2JVVjRLRIOhI4HXhC0sK0qa9FxL2V2g8zM9tSRfs4IuLeiKiNiKERcXlKm5SCBhHxZkScEhHDIuLwiHi2YNnL03KHRMR9Ke23EaGIOCwi6tOfg4Z1iaVLlzJy5Ehqa2sZOXIky5Yt26pMS0sLjY2NDB06lGHDhjF16tSy8u6//34aGhro168fF1100RbrPOOMM6ivr9/816dPH+bMKW7Mm1VOxVocZju7iRMn0tjYyGmnncZtt93G+eefz7x587YoM336dJqbm1m2bBkbNmxgxIgRHHPMMdTU1LSbd/DBBzN16lTuuusu3nzzzS3Wecstt2yeXrRoEUcddRTHHXfcDtlnM+ihV1WZdbV169axYMECxo8fD8D48eNZsGABxZd+z5o1i3PPPZc+ffrQv39/xo4dy5133tlh3rBhw6ivr6dv3/Z/2914442ceuqp9OvXrwJ7aVaaWxxm22D16tUMHDiQqqoqAKqqqhgwYACrV6+m8PLvVatWcdBBB22eHzx4MKtXr+4wrxxvv/02t99+Oz//+c+3d3fMcnGLw6yHmj17NoMHD6a+vr6rq2K9jAOH2Taorq5mzZo1tLS0AFlH99q1a6murt6i3ODBg1m5cuXm+VWrVm0u015eOW666SbOPvvs7dkNs23iwGG2DQ444ADq6+uZMWMGADNmzGDEiBEUj1JwyimncMMNN7Bp0ybWr1/P7NmzOfnkkzvM68hzzz3Hb37zG0499dTO3TGzMjhwmG2jKVOmcO2111JbW8u1117LlClTABg9ejRNTU0AnH766Rx88MEMHz6cI444gkmTJjFkyJAO8377298yaNAgrr76an7wgx8waNAg5s6du3nbN998MyeddBL77LPPDt5rM1B2o/bOraGhIVo/yHnVXPLTTq6NtVpxxQldXQUza4Ok+RHRUCrPV1XZzmXyXl1dg53X5Fe6ugbWTfhUlZmZ5eLAYWZmuThwmJlZLg4cZmaWiwOHmZnl4sBhZma5OHCYmVkuDhxmZpaLA4eZmeXiwGFmZrk4cJiZWS4OHGZmlosDh5mZ5eLAYWZmuThwmJlZLg4cZmaWiwOHmZnl4sBhZma5OHCYmVkuDhxmZpaLA4eZmeXiwGFmZrk4cJiZWS4OHGZmlktFA4ekUZKWSGqWdEmJ/H6SZqX8hyXVFORdmtKXSDquIP0mSeskPVnJupuZWWkVCxySqoDrgOOBOmC8pLqiYucAL0XEMOAa4Mq0bB0wDjgUGAV8L60PYFpKMzOzLlDJFsfhQHNEPBsRbwMzgTFFZcYAN6fpu4CjJSmlz4yItyJiOdCc1kdE/Bp4sYL1NjOzdlQycAwEVhfMP5fSSpaJiI3AK8B+ZS7bLknnSWqS1LR+/fqcVTczs7bstJ3jEXF9RDREREP//v27ujpmZjuNSgaONUB1wfyglFayjKS+wF7AhjKXNTOzLlDJwPEoMFzSEEm7knV2zykqMwc4M02fDMyLiEjp49JVV0OA4cAjFayrmZmVqWKBI/VZXADMBZ4G7oiIxZIuk/TpVOxGYD9JzcCXgUvSsouBO4CngJ8BjRHRAiBpBvAQcIik5ySdU6l9MDOzrfWt5Moj4l7g3qK0SQXTbwKntLHs5cDlJdLHd3I1zcwsh522c9zMzCrDgcPMzHJx4DAzs1wcOMzMLBcHDjMzy8WBw8zMcnHgMDOzXBw4zKxXWLp0KSNHjqS2tpaRI0eybNmyrcq0tLTQ2NjI0KFDGTZsGFOnTt3uvMmTJ3PAAQdQX19PfX09jY2Nld3RHaCiNwCamXUXEydOpLGxkdNOO43bbruN888/n3nz5m1RZvr06TQ3N7Ns2TI2bNjAiBEjOOaYY6ipqdnmPIAzzjiDq666qgv2ujLc4jCznd66detYsGAB48dnA0+MHz+eBQsWUPzIhVmzZnHuuefSp08f+vfvz9ixY7nzzju3K29n5MBhZju91atXM3DgQKqqsgeJVlVVMWDAAFavXr1FuVWrVnHQQQdtnh88ePDmMtuaBzBz5kwOO+wwjj32WB566KHO38EdzIHDzKyCJk6cyPLly3n88ce5+OKLGTNmDBs2bOjqam0XBw4z2+lVV1ezZs0aWlpagKwze+3atVRXV29RbvDgwaxcuXLz/KpVqzaX2da8Aw88kF122QWAT33qU1RXV/Pkk09WYC93HAcOM9vptV7VNGPGDABmzJjBiBEjKH466CmnnMINN9zApk2bWL9+PbNnz+bkk0/errw1a959Bt3ChQtZsWIFhxxyyI7Y7YrxVVVm1itMmTKFM888k8suu4x99tmHW265BYDRo0dz2WWX0dDQwOmnn87DDz/M8OHDAZg0aRJDhgwB2Oa8r33ta8yfP5+qqip23XVXbr31Vg488MAduu+dTdkD93ZuDQ0N0dTUtE3L1lzy006ujbVaccUJnb/SyXt1/jotM/mVrq6B7UCS5kdEQ6k8tzjMrEt94OYPdHUVdlpPnPlERdbrPg4zM8vFgcPMzHJx4DAzs1wcOMzMLBcHDjMzy8WBw8zMcnHgMDOzXBw4zMwsFwcOMzPLxYHDzMxyceAwM7NcHDjMzCwXBw4zM8vFgcPMzHJx4DAzs1wcOMzMLJeKBg5JoyQtkdQs6ZIS+f0kzUr5D0uqKci7NKUvkXRcues0M7PKqljgkFQFXAccD9QB4yXVFRU7B3gpIoYB1wBXpmXrgHHAocAo4HuSqspcp5mZVVAlWxyHA80R8WxEvA3MBMYUlRkD3Jym7wKOlqSUPjMi3oqI5UBzWl856zQzswqq5DPHBwKrC+afAz7aVpmI2CjpFWC/lP6HomUHpumO1gmApPOA89Ls65KWbMM+9DT7Ay90dSXKpSu7ugbdQs85Zt9QV9egu+gxx0xnbdcxO6itjEoGji4VEdcD13d1PXYkSU0R0dDV9bDy+Zj1PD5mlT1VtQaoLpgflNJKlpHUF9gL2NDOsuWs08zMKqiSgeNRYLikIZJ2JevsnlNUZg5wZpo+GZgXEZHSx6WrroYAw4FHylynmZlVUMVOVaU+iwuAuUAVcFNELJZ0GdAUEXOAG4FbJTUDL5IFAlK5O4CngI1AY0S0AJRaZ6X2oQfqVafmdhI+Zj1Prz9myn7gm5mZlcd3jpuZWS4OHGZmlkuvDRySvi5psaTHJS2UVPJ+kILyKyTtn2P9Z0n6bht5Y9N2n5b0hKSxOatfbh32kPQDSc9Imi/pQUkflfTLwmFcUtkLJX2/KK1G0hvp9XlK0hRJbb5nJNVLGl0wP1nSRZ2/Z21uv0uOaSX3U9Lr27HsvZL2Tn//WJBeI+lznVPDba5bl33+2ig/UdIZ7eR/urOGOGo9ppIGSLorTeeqb1fbae/jaI+kkcCJwIci4q30htx1B237g8BVwKciYnm6auwBSc9GxOOdvLmpwHJgeERsStuqA2aQXYgwt6DsOOArJdbxTETUp8ul5wFjgR+2sb16oAG4t1Nqn0NXHtPuJo2+oIgYneZrgH8EvpeK1ACfA27vovp1u2MVEVM6yJ9DJ1/BGRFrya4mLUvBcd1URtmq1guKKqG3tjjeD7wQEW8BRMQL6SAi6WhJj6WWwE2S+hUs95WU/oikYal8f0l3S3o0/X2sg21fBPx7GkqF9P8/gIvT+h6U9J30K+xJSYen9Pem+jyS6jcmpZ8l6YeSfiZpmaRvpfShZHfV/3PrGy0ilkfET8mGdzkhXdLc+sUyAPhNW5WOiI3A74Fhkm4pbCVJmp7qcxnw2VT3z6bsurRPz0r6QsEyX07796SkC1vrkVphN6Rfo/dLek8Hr2errjym7e3nbGWtvcXKRjNoTX9d0uWSFkn6g6T3pfQhkh5KdfpmQfnrJH06Td8j6aY0fXZaT42ywT9vAZ4Eqgt+pV8BDE3H5dtp/m/S/JeUjQP37bSvj0s6P637E2mf7pL0v+k4d8bt411yrCT1Sa/J3gVpyyS9TwWtRklfUNbCflzSzJS2uUWQXut5Kf8Xkgan9GmS/lvS79P7oN2gkNbzZEFSdXq9l0n614Iyxcf1+5Ka0nvqGwXrWyHpSkkLgEvS/9a84YXz2y0iet0fsAewEFhK9ivs4yl9N7IhTWrT/C3AhWl6BfD1NH0G8JM0fTtwZJoeDDydps8Cvlti2wuADxalfRBYkKYfBG5I038LPJmm/x04LU3vner+3rSdZ8luntwNWEl2k+SngXvaeQ1+AoxJ05cAV5UoU1Ow/d3J7qM5Hvg4MDul70XWqulbvM/AZLJg049smIYNwC7Ah4EnUv33ABYDI9L2NgL1afk7Wve5mx/TkvuZ8vZN/99D9sHfL80HcFKa/hZZgIfsV+0ZaboReD1NjwO+naYfAf6Qpv8HOC69dpuAIwrqtSLVZ/NxTOmfaN3XNH9ewfb7AU3AkFTuFbIbbfsAD7W+Lj348/cdYEKa/ijw84JjeFGaXgv0a/2sFa8P+DFwZpo+m3c/C9OAO9NrVUc2rl6p/W89ppuPS1r/82RDLrW+VxraOK6t76kqsu+Lwwpeo68UlPsl736W/h34/PYeu9a/XtniiIjXyb68zgPWA7MknQUcAiyPiKWp6M1kX96tZhT8H5mmjwG+K2kh2Yd+T0l7bGcVZ6R6/jqtb2/gWLJfEQvJ3iy7kX1QAH4REa9ExJtk9760OcZM0TbGpelxvLtvxYambf4O+GlE3BcRvyK7EbM/MB64O7IWSSk/jWywyheAdcD7gCPJgtqf0rH4IfA3qfzyiFiYpueTfXA61A2Oaan9BPiCpEVkY69Vk93MCvA2WfAu3s+PFdTp1oL1/4aslVBHdoz/KOn9qc6/T2VWRkThGG/lOhY4I+3vw2RfXq31fCQinous1bqQMo9He7r4WM0CWlvD49J8sceB6ZJOI/shU2wk757mu5Xs/dxqdkRsioinePc9UK4HImJDRLxB9ploXW/xcf271Hp4jGwE8cIRwgv3ZyowQdmo4p+lE09N9so+DoDIzv89CDwo6QmyO9gf62ixEtN9yH4NvFlYsJ0W/VNkH5pFBWkfJvvVXWo7rfMCPhMRWwzWqKxT8a2CpBay47oY+KDaPtf5I+AaSR8Cdo+I+WldP0j5k8g+QM9ERH2J5W8BTiP78E1oY19po27tKS5f7qmqrjymUGI/JX2C7IttZET8WdKDZAEf4J1IPwXZ+nXZ6uaqiFiTfkCMAn4N7Av8Hdmv19ck7Qf8qb0KtkNkv0bnbpGY1T/v8StLFx6rh8hOt/Yn66/7ZokyJ5AFrJOAr0v6QAf1KlT4euU9rVfqcw8Fx1VZP+VFwEci4iVJ03j3PbVFWeBu4F/J+ibnR8SGnPVpU69scUg6RNLwgqR6slM8S4Ca1vOnwOnArwrKfbbg/0Np+n7g8wXrru9g81cBlyo9tCr9/xrwn8XbkXQk8EpEvELWkf351nPMkka0t5GIeIbslMM3CpapkXRCyn+drCl7E++2cB6OiPr011FH4DTgwrTcUyntNeAvOlgOsl/PYyXtLum9wP+jnf6VcnTxMW3LXmTPm/mzpL8Ejihjmd/xbkvw1KK8P5C95r8me70uorzXrfi4FM/PBf5B0i4AkmrTcamIrjxWKVjfA1xNdlpriy9TZVcNVkfEL4Gvkh3D4hbM79nyGG3Xe7fApyTtq6xfbyzZe6HYnmTB4RVl/WLHt7WyFEznAt8nO6XZaXpri2MP4Nr0C24j2fM+zouINyVNAO5UdhXRo0Dh1Rb7SHqc7FfF+JT2BeC6lN6X7EM9sa0NR8RCSV8Ffpw+qO+QnZdcWFDsTUmPkfUHnJ3S/g34L+Dx9OZeTnZlSnv+niwgNUt6g2wo6IsL8meQfYjGlVi2XRHxR0lPA7MLkn/Ju6fT/qOdZRekX0qPpKSpEfGYCp4AuQ267Ji242fAxPQ6LWHLRwW05YvA7ek98qOivN8Ax0ZEs6SVZK2ODr+0ImKDpN+ljtj7yH6otKRTaNPIzvvXAAvSj4z1ZF9cldLVx2pWWvdZJfKqgNsk7UXWYvjviHi5qAXzeeB/JF1M9lq11+LO4xGyVsIg4LaIaCr+TETEovTd8L9k/UGlgkuh6WQ/zO7vpDoCHnKk20mnMy6KiKaurkt7JO1O1sH9odQiMrNuRtmVYntFxL905np7a4vDtoOkY8gGqLzGQcOse5J0DzAUOKrT1+0Wh5mZ5dErO8fNzGzbOXCYmVkuDhxmZpaLO8fNOlm6Ge8XafZAshvn1qf5wyPi7S6pmFkncee4WQVJmkx2d/dVXV0Xs87iU1VmlfceScsL7szes3VeOUdDNusOHDjMKu8NsnGZTkjz44AfRsQ7aX73NB7YP5INAQPwdWBeRBwOfBL4diWHATHLw4HDbMeYyrtDU0xgy7GD8o6GbNal3DlutgNExO/SIJOfAKoiovABPmWPhmzWHbjFYbbj3EL2TITikUq3ezRksx3JgcNsx5kO7MPWD81qHQ15CnBOSvs3stGRH5e0OM2bdQu+HNdsB1H2DOoxEXF6QdqD9IDRkM0KuY/DbAeQdC3ZQ3dGd3VdzLaXWxxmZpaL+zjMzCwXBw4zM8vFgcPMzHJx4DAzs1wcOMzMLJf/DwbEGQJK8AKPAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "\n",
    "# prepare data\n",
    "x_data = ['Sobel OpenCV-Python','Sobel Handwritten', 'Sobel Vision Library']\n",
    "y_data = [time_python, time_handcoded, time_visionLib]\n",
    "\n",
    "\n",
    "for i in range(len(x_data)):\n",
    "    plt.bar(x_data[i], y_data[i])\n",
    "\n",
    "for a,b in zip(x_data,y_data):   \n",
    "    plt.text(a,b,'%.4f'%b,ha='center',va='bottom',fontsize=11);\n",
    "    \n",
    "plt.title(\"Time used of different types\")\n",
    "plt.xlabel(\"Type\")\n",
    "plt.ylabel(\"Time(s)\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "### Staged Tasks\n",
    "\n",
    "1. Configure the HLS Stream interface for matrix multiplication calculations using the cache and place it on the PYNQ board to run successfully.\n",
    "\n",
    "--------------\n",
    "\n",
    "<p align=\"center\">Copyright&copy; 2024 Advanced Micro Devices</p>\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
